- good explanation on fundamental difference between knowledge graphs and llms
- unifying large language models and knowledge graphs: a roadmap
| property | knowledge graphs | large language models |
|---------------------------|--------------------------|--------------------------|
| representation | structured: triples | unstructured: text |
| knowledge storage | explicit | implicit |
| interpretability | high | low |
| generalizability | low | high |
| factual accuracy | high | low |
| reasoning | symbolic and probabilistic | probabilistic |
| knowledge update | easy | hard |
| decisiveness | high | low |
| unseen facts | no | yes |
| incompleteness | high | low |
- TODO create visualization
- insights are the following that knowledge graphs and llms are
- go on to dive into